From 15ecc9a03b1238524dcf094b48a77045c8cb2549 Mon Sep 17 00:00:00 2001 From: giuros01 Date: Thu, 6 Dec 2018 10:47:34 +0000 Subject: COMPMID-1741: Implement NEFuseBatchNormalizationKernel Change-Id: Ib3ba4b22804a94a1e8ef6d7076e28c2fc1cd2fa2 Reviewed-on: https://review.mlplatform.org/385 Tested-by: Arm Jenkins Reviewed-by: Georgios Pinitas Reviewed-by: Anthony Barbier --- tests/validation/NEON/BatchNormalizationLayer.cpp | 44 ++++++++++++++++++----- 1 file changed, 36 insertions(+), 8 deletions(-) (limited to 'tests') diff --git a/tests/validation/NEON/BatchNormalizationLayer.cpp b/tests/validation/NEON/BatchNormalizationLayer.cpp index ca13d26495..155f6c336e 100644 --- a/tests/validation/NEON/BatchNormalizationLayer.cpp +++ b/tests/validation/NEON/BatchNormalizationLayer.cpp @@ -23,18 +23,22 @@ */ #include "arm_compute/core/Types.h" #include "arm_compute/runtime/NEON/functions/NEBatchNormalizationLayer.h" +#include "arm_compute/runtime/NEON/functions/NEConvolutionLayer.h" +#include "arm_compute/runtime/NEON/functions/NEFuseBatchNormalization.h" #include "arm_compute/runtime/Tensor.h" #include "arm_compute/runtime/TensorAllocator.h" #include "tests/NEON/Accessor.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/RandomBatchNormalizationLayerDataset.h" #include "tests/datasets/ShapeDatasets.h" +#include "tests/datasets/SmallConvolutionLayerDataset.h" #include "tests/framework/Asserts.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Helpers.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/BatchNormalizationLayerFixture.h" +#include "tests/validation/fixtures/BatchNormalizationLayerFusionFixture.h" namespace arm_compute { @@ -44,16 +48,21 @@ namespace validation { namespace { -constexpr AbsoluteTolerance tolerance_f32(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ +RelativeTolerance rel_tolerance_f32(0.05f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ +constexpr AbsoluteTolerance abs_tolerance_f32(0.0001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC constexpr AbsoluteTolerance tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ -#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ +#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC const auto act_infos = framework::dataset::make("ActivationInfo", { ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 6.f), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, 2.f), }); +const auto common_fusion_dataset = combine(combine(combine(framework::dataset::make("UseBias", { false, true }), + framework::dataset::make("UseBeta", { false, true })), + framework::dataset::make("UseGamma", { false, true })), + framework::dataset::make("Epsilon", { 0.001f })); } // namespace TEST_SUITE(NEON) @@ -150,7 +159,7 @@ FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixture, framewor framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) { // Validate output - validate(Accessor(_target), _reference, tolerance_f32, 0); + validate(Accessor(_target), _reference, abs_tolerance_f32, 0); } TEST_SUITE_END() @@ -166,12 +175,31 @@ FIXTURE_DATA_TEST_CASE(Random, NEBatchNormalizationLayerFixture, framework // Validate output validate(Accessor(_target), _reference, tolerance_f16, 0); } -TEST_SUITE_END() -#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ -TEST_SUITE_END() +TEST_SUITE_END() // FP16 +#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ +TEST_SUITE_END() // Float -TEST_SUITE_END() -TEST_SUITE_END() +TEST_SUITE_END() // BatchNormalizationLayer + +TEST_SUITE(BatchNormalizationLayerFusion) +template +using NEBatchNormalizationLayerFusionFixture = BatchNormalizationLayerFusionValidationFixture; + +TEST_SUITE(Float) +TEST_SUITE(FP32) +FIXTURE_DATA_TEST_CASE(RunSmall, NEBatchNormalizationLayerFusionFixture, framework::DatasetMode::PRECOMMIT, + combine(combine(combine(datasets::SmallConvolutionLayerDataset(), common_fusion_dataset), + framework::dataset::make("DataType", DataType::F32)), + framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) +{ + // Validate output + validate(Accessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); +} +TEST_SUITE_END() // FP32 +TEST_SUITE_END() // Float + +TEST_SUITE_END() // BatchNormalizationLayerFusion +TEST_SUITE_END() // NEON } // namespace validation } // namespace test } // namespace arm_compute -- cgit v1.2.1